{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Resnet 20 - CIFAR10\n",
    "\n",
    "## Comparing multiple executions\n",
    "\n",
    "* How stable is the ranking of discovered networks?\n",
    " \n",
    "\n",
    "Let's run 4 instances of AMC (ResNet20, DDPG) and then review the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd \n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib \n",
    "import csv\n",
    "from matplotlib.ticker import FuncFormatter\n",
    "import ipywidgets as widgets\n",
    "from ipywidgets import interactive, interact, Layout\n",
    "import matplotlib.pylab as pylab\n",
    "import matplotlib.animation as animation\n",
    "from matplotlib import animation, rc\n",
    "\n",
    "from auto_compression_jupyter import *\n",
    "\n",
    "#plt.style.use('seaborn') # pretty matplotlib plots\n",
    "\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (15, 7),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'xx-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "pylab.rcParams.update(params)\n",
    "\n",
    "    \n",
    "# Widen the cells to get entire rows in the screen.\n",
    "from IPython.core.display import display, HTML\n",
    "#display(HTML(\"<style>.container { width:100% !important; }</style>\"))\n",
    "\n",
    "EXPERIMENTS_DIR = os.path.join(\"/experiments\", \"amc\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "fpath = os.path.join(EXPERIMENTS_DIR, \"resnet20-ddpg-private\", \"2019.07.30-015225\")\n",
    "df_list = load_experiment_instances(fpath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiple experiment runs\n",
    "\n",
    "Below we plot the execution of the same experiment several times.<br>\n",
    "We configure AMC as follows:\n",
    "- Architecture: Resnet20 (CIFAR10)\n",
    "- Action range: 5% - 100% retain rate\n",
    "- Target density: 50%\n",
    "- Don't fine-tune a discovered network before providing a reward.\n",
    "\n",
    "The command-line is provided below:\n",
    "    \n",
    "    time python3 ../../classifier_compression/multi-run.py ${AMC_EXP_PATH}/resnet20-ddpg-private amc.py  --arch=resnet20_cifar ${CIFAR10_PATH} --resume=../../ssl/checkpoints/checkpoint_trained_dense.pth.tar --amc-protocol=mac-constrained --amc-action-range 0.05 1.0 --amc-target-density=0.5 -p=50 --etes=0.075 --amc-ft-epochs=0 --amc-prune-pattern=channels --amc-prune-method=fm-reconstruction --amc-agent-algo=DDPG --amc-cfg=auto_compression_channels.yaml --amc-rllib=hanlab -j=1\n",
    "    \n",
    "Each colored line represents one experiment execution instance. We plot the search-Top1 score of discovered networks as the RL-based AMC system learns to find better compressed networks. You might be impressed by:\n",
    "* The variability in behavior, which is typical for RL algorithms.\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "dda486527296439991c54fd9dd6cb493",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(IntSlider(value=10, description='window_size', max=50, step=5), IntSlider(value=0, descr…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_experiment_comparison(df_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's train some networks to convergence.  We look at all of the networks that were progressively discovered as \"best\" networks during AMC's search.  Note that these are **not** the best scoring discovered-networks.\n",
    "\n",
    "Fine-tune for 60 epochs (using 16 processes): **notice the large LR**.\n",
    "\n",
    "    time python parallel-finetune.py --scan-dir=${AMC_EXP_PATH}/resnet20-ddpg-private/2019.07.30-015225 --arch=resnet20_cifar --lr=0.1 --vs=0 -p=50 --compress=../plain20_fine_tune.yaml ${CIFAR10_PATH} -j=1 --epochs=60 --output-csv=ft_60epoch_results.csv --processes=16"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* Bubbles represent discovered networks\n",
    "* Bubble sizes represent the relative number of FLOPs in each network\n",
    "* Darker networks were discovered later in the search process "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best network: 91.26\n",
      "Pearson: 0.751\n",
      "   exp  search_top1   top1                                     name\n",
      "39   2        77.08  91.26  BEST_adc_episode_138_checkpoint.pth.tar\n",
      "56   3        75.60  91.25  BEST_adc_episode_207_checkpoint.pth.tar\n",
      "60   3        77.04  91.16  BEST_adc_episode_555_checkpoint.pth.tar\n",
      "62   3        77.56  91.11  BEST_adc_episode_587_checkpoint.pth.tar\n",
      "66   3        78.24  91.10  BEST_adc_episode_637_checkpoint.pth.tar\n",
      "71\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_resnet20_ft60 = pd.read_csv(os.path.join(fpath, \"ft_60epoch_results.csv\"))\n",
    "\n",
    "create_fig(\"Discovered Networks:\\nComparing Search Top1 vs Fine-tuned Top1\\n\",\n",
    "           \"Fine-tuned Top1 Accuracy\",\n",
    "           \"Search Top1 Accuracy\")\n",
    "shorten_dir_name(df_resnet20_ft60)\n",
    "plot_networks(df_resnet20_ft60, edgecolors='orange')\n",
    "print(len(df_resnet20_ft60.index))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the same diagram from a different perspective.<br>\n",
    "Remember, we ran our AMC experiment 4 times, and we fine-tuned networks discovered in each of these 4 experiments. Now let's separate these networks by color and observe how they cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "create_fig(\"Discovered Networks:\\nComparing Search Top1 vs Fine-tuned Top1\\n\",\n",
    "           \"Fine-tuned Top1 Accuracy\",\n",
    "           \"Search Top1 Accuracy\")\n",
    "plot_networks_by_experiment(df_resnet20_ft60, edgecolors='red')#, create_figure=False)"
   ]
  }
 ],
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  "kernelspec": {
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